{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spatial relationships and operations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import geopandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial relationships\n",
    "\n",
    "An important aspect of geospatial data is that we can look at *spatial relationships*: how two spatial objects relate to each other (whether they overlap, intersect, contain, .. one another).\n",
    "\n",
    "The topological, set-theoretic relationships in GIS are typically based on the DE-9IM model. See https://en.wikipedia.org/wiki/Spatial_relation for more information.\n",
    "\n",
    "![](img/TopologicSpatialRelarions2.png)\n",
    "(Image by [Krauss, CC BY-SA 3.0](https://en.wikipedia.org/wiki/Spatial_relation#/media/File:TopologicSpatialRelarions2.png))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Relationships between individual objects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first create some small toy spatial objects:\n",
    "\n",
    "A polygon <small>(note: we use `.squeeze()` here to to extract the scalar geometry object from the GeoSeries of length 1)</small>:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "belgium = countries.loc[countries['name'] == 'Belgium', 'geometry'].squeeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Two points:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "paris = cities.loc[cities['name'] == 'Paris', 'geometry'].squeeze()\n",
    "brussels = cities.loc[cities['name'] == 'Brussels', 'geometry'].squeeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And a linestring:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from shapely.geometry import LineString\n",
    "line = LineString([paris, brussels])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize those 4 geometry objects together (I only put them in a GeoSeries to easily display them together with the geopandas `.plot()` method):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f97703f7f60>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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gIT2kzMpOZOkds8lIiLC6FJ8zgHNsLJ1ZMdj3HsKxRQNaDQ5vHjQEDekhJ2d4NMvumE1eRrzVpfiMAZzj4ugcE4O9rBnHVg1oNXi0Ja0GXVJ0GK8smsmFk1KtLsXrDOA8JY7OzGjse5pxbGvQgFaDypsnsoCG9JAVHmLn19dN55tzs6wuxWsM4BwfR+foaOwlTTi2a0CrwZfjxZEdoCE9pNlswoPzx/OTyydhD7KJsQ3gnBhP56ho7MVNOHY2akCrQZcaG05chHdnv9SQVlx/+mh+/9V8okKD46JQBnBOiqczPQr77kYcuzSglXd4+6AhaEgrt7PGDee1284gNTbc6lIGxAAdk4fRmRaFo6iRkKImDWjlNd4+aAga0qqbCSNj+euds5kwItbqUvrFCHRMGYZrZCSOXQ04djdZXZIKct4+aAgehrSIlIrIJhFZLyIF7ucSRGSliOxy3w7zdF3lv1Ljwnn1tlnMG5dsdSl9cjSgR0Ti2NmAo7jZ6pLUEJDrZy3pecaYPGNMvvvxA8B7xphc4D33Y0/XVX4sOszB727K58aZgXFVdCPQMTUBV2okju0NOEo0oJVv5HrpklndDaS741Lgeff954HLBl6O8hcOu42HLp3I9y8aj/hxp64R6MhLwJUSgWNbPY49GtDKN0bGhRPjg+uaehrSBlghIoUissj9XIoxZj+A+3Z4H9b9AhFZJCIFIlJQVVXlaf3Ki0SEr8/J4unrpxMe4n+HL4wNOvIScQ2PwLG1HkfZIatLUkOIL7o6wPML0c42xlSIyHBgpYj05YqnX1jXGLOq50LGmCXAEoD8/Hydl8yPXDBpBK/ERfD159dQ3ewfV80+GtDJ4Ti21OEob7G6JDXE+OKgIXjYkjbGVLhvK4FlwAzgoIiMAHDfVvZhXRVg8jLiWXbHbHJ80Ad3MsYmdExLxJUUhmOzBrSyhq9a0icNaRGJEpGYI/eB84DNwN+Br7oX+yrwtz6sqwJQRkIkb9x2BrOyEi2rwdiFjumJuBLDCNlcj2OfBrSyhi/GSINnLekU4N8isgH4DHjLGPM28AhwrojsAs51P0ZERorI8pOsqwJUXGQIz98ygyunp/t828YutE9PxJUQSsimOuwVGtDKOr4Y2QEe9EkbY4qBqb08XwOc3cvzFcD8E62rAluow8ajV01hdGIkj63c6ZNtGrvQfmoiJi6UkI112A+0+mS7SvUmLT6CqDDfXEDD/w7Zq4AgIvzX2bk8sTCPULt3P0bGIbTnJ7kDulYDWlnOVwcNQUNaDdBl09J48dYZXpsJ7GhAx4YQsqEW+8E2r2xHqb7wVX80aEirQXB6ViJL7ziDUQmRg/q+JsQd0DEhhKyvxV6pAa38g69GdoCGtBok2cnR/O3O2Vw8ZcSgvJ8JsXUFdHQIIetqsFdpQCv/od0dKiANiwrlqeum8+vrpjNsAJe4NyE22k9LwkS5A7r68CBWqdTA+fJ8AQ1pNegumjKCFfeeyXkTUvq8rgl1B3SknZC1NdhrNKCVf8lIiCAy1DcjO0BDWnlJckwYv73xVB5fOJXYcM8+0EcDOsId0LUa0Mr/jPXyNQ170pBWXiMiXD4tnRX3nslZJ5mf2oTZaJ+RhAm3E7q2Bnutf8wRolRPY1M1pFWQSY0L57mvncbPrpxMdC8nAJhwO+0zkjFhdkILa7DVaUAr/+XLg4agIa18RERYeNoo3r5nDrNzPp/7w4Tbu7o4QmyEFlRjq9eAVv4tV7s7VDBLHxbJi7eczo8unUhoTCiHZ3QL6IYOq8tT6oRs4tuRHeD5fNJKDRqbTZiTN4KIzmZa2jqwra7C1qQBrfzfqIRIwkPsPt2mtqSVz+1uaePydUV0YFg+Yxw/mJtDmEM/isr/+fJMwyP0N0P51K5DbVyxroh2l+GNvBymxEby9TlZLL97DnkZ8VaXp9QJ+fqgIWhIKx/acaiNK9YX4QLemJbN+OiIo69lJ0fz+m2zWHzBOK/PqqdUf/lyYqUj9LdB+cS25lauWFeEDVial8MpURFfWMZht3HHWTm8edeXmDgy1vdFKnUSvh7ZARrSyge2NLdy5foiQkRYOi2H3KjwEy4/LjWGv945m3vOycVhEx9VqdSJ2QSykqN8v12fb1ENKRubWliwrogIm41l03LIjjxxQB8RYrdxzzlj+eudsxlnwVdMpXrKTIzy+cgO0JBWXrSusYWr1u8mymFj6bQcxkSG9fk9JqXF8fe7ZnPHWdloo1pZKdeCg4agIa28pLDhEFevLyLOYWdpXg6jI/oe0EeEOewsvuAU3rj9DEu+bioF1hw0BA1p5QVrGg6xcMNuEkMdLJuWw6gBBHR300YNY/l/zeEbc8Yg2qpWPmbFGGnQkFaD7NP6Zq7ZsJvhoSEsm5ZDWnjooL5/eIid7100gVe/OYvRiYN7uS6ljic8xMZ4H89+d4SeFq4Gzcd1TdywsYT08BBez8shJcw7F6cFOC0zgX/ePYef/XM7z3+yx2vbUUNHqMPG6IRIMpOiGJMURWZiFJlJkYxJiiIlJhybRQdFNKTVoPiotombNhWTER7GG9OySQ71XkAfERnq4P8uncR5E1NZ/PpG9tW3en2bKrCF2IWMhEjGJEaRmdT1M8YdxiPjIiwL4hPRkFYD9kFNIzdvLmFMRBiv5vkmoLubnZPE2/fM4SdvbeOVNXt9um3lv9KHRXDO+JSuVrE7jEfGh+MIsDNaNaTVgLxb08itm0vIjQznL1OzSfThtd+6iwkP4ZErp3D+pFQeeGMjBxv10ltD3cL8DO46O9fqMgYssP6kKL+yorqBWzaVMC4ynNfyrAvo7uaNG86Ke87kiulpVpeiLDYpLc7qEgaFhrTql+VV9dy6uZQJ0RG8mpfNsBDrA/qIuMgQHrs6jyU3nkpS9OAM/1OBJ1jmf/EopEWkVEQ2ich6ESlwP5cgIitFZJf7dthx1r1ARHaISJGIPDCYxStrvFlZz6ItpUyJ6QroeD8K6O7Om5jKinvncvGUEVaXonwsOSaM4bGeTUHg7/rSkp5njMkzxuS7Hz8AvGeMyQXecz8+hojYgV8DFwITgGtFZMIAa1YW+uvBOm7bWsr02ChemZpNrMP3cxn0RUJUKE9dN52nrpvGsEjfHtBU1gmWVjQMrLvjUuB59/3ngct6WWYGUGSMKTbGtAOvuNdTAeiNA7XcsXUPp8VG8ecpWcT4eUB3d/GUkay490zOnZBidSnKByaNDI7+aPA8pA2wQkQKRWSR+7kUY8x+APft8F7WSwO6j4kqdz/3BSKySEQKRKSgqqrKw7KUr/xlfy3f2lbGrPhoXpqaRVQABfQRyTFhLLnxVB5fOJXYcP/solGDI5ha0p5+UmcbYypEZDiwUkS2e7hebyPDTW8LGmOWAEsA8vPze11GWePl/TXct30vc4ZF88fJWUQG2DjT7kSEy6elMysriQeWbuTDHYHTIIgJd5CVHE1WUhT1Le18EEC1+1qwjOwAD0PaGFPhvq0UkWV0dWMcFJERxpj9IjICqOxl1XIgo9vjdKBigDUrH3qxopr7d5QzLyGGP0waQ0QAB3R3qXHhPPe103i1YC8/+sc2mg87rS4JALtNGJUQSVZSFFnJUUdDOSs5mqToUKTbzFJry+p49J0d/Gd3jYUV+5/YcAfpw7545Z9AddKQFpEowGaMaXLfPw94CPg78FXgEfft33pZfQ2QKyJjgH3ANcB1g1S78rLn9lXz4M5yzkmM5dmJmYQHSUAfISIsPG0Us3OS+M4bG/m4yHdhlxQdypikKLKSoj8P4+QoRiVEEuLhfp4+ahgvf2Mm/ymq5hcrdrCurN7LVQeGiSPjjvljFug8aUmnAMvc/2gH8LIx5m0RWQO8KiK3AmXAVQAiMhJ41hgz3xjjFJFvAe8AduAPxpgt3viHqMH1bHkV39+1j/OTYlkyMZMwW3AFdHfpwyJ58ZbTeWn1Hh5evp3Wjs5Bed9Qh40xiUdaxN0COSmauEEcaXJGThJLsxN5b1slj67YwfYDTYP23oEomPqjAcQY/+v+zc/PNwUFBVaXMWQ9U1bJ/+6uYH5SHM9MHE1oEAd0T3tqDnH/axv5rLTW43VGxIUfG8LuLoqR8RHYfTxhj8tl+Mem/Ty+cicl1Yd8um1/8fjCqVw+Ld3qMvpERAq7DW8+hh7iVsd4as9Bfly8n68kx/ObCaMJ8cNZwbxpdGIUf140k+c+LuEX7+zgsNMFQFSo/WiXxOdh3DWlZaQfnA5/hM0mXDJ1JPMnpbJ07T6eeHcnFQ1tVpflU8E0/A40pFU3T5Qe4JGSA1w2PJ6nxo8eslfqttuEr8/J4uzxKexvaCU7OZrhMWEB1c/psNu4+rQMLp02kj+vLuOpD4qobm63uiyvCw+xkZVszbUIvUVDWgHwaMkBHi09wIKUYTxxyqghG9DdjXFP/h7Iwhx2vjZ7DFeflsEf/1PKMx/uprHNP0ayeMP4EbE+72LytqHT2ah6ZYzhZ8X7ebT0AAtTE/jVeA3oYBQZ6uCOs3L46Dtf5q4v5xAZGngnI3ki2A4agob0kGaM4eHi/Ty+5yDXj0jg8VMysAfQV3rVd3ERIdx33jhWLZ7HrV8aQ6gjuCIg2PqjQUN6yDLG8NDuCp4sq+SmkYn8YlwGNg3oISMpOoz/uXgC/7r/LK6dETzfniZqSKtgYIzhh0UVPL23ipvTkvjZ2HQN6CFqRFwEP71iMu/ddyaXT0sjkD8GDpswNjW4DhqChvSQY4zhe7v2saS8im+kJ/FwblpAjVpQ3jE6MYrHF+bx9t1zOX9iYM4UmJsSQ1gATvx1MhrSQ4jLGL6zs5w/7KvmtoxkHsrRgFbHGpcaw29vzOdvd85mTm6S1eX0yaQgPGgIGtJDhssY7t+xlxcqarhr1HB+mD1SA1od19SMeF689XReWTST/NG9XnTJ7wTjyA7QkB4SOo3h3u17eWl/LfeOTuG7WSM0oJVHZmYl8tpts3ju5tP8PgSDaXrS7vRkliDXaQx3byvj9YN1fDszlW+PSbW6JBVgRIR544ZzZm4yb285wC9X7GB3lX/NCyLSdSJLMNKWdBBzugzf2rqH1w/W8cAYDWg1MDabMH/yCFbceyaPXjXVr+ZsHpMURVRYcLY5NaSDVIfLcPvWPSyrrOd7WSO4J1MDWg0Ou01YcGo67993Fj+6dCLDY8KsLikox0cfoSEdhNpdLr65pZQ3q+r5YfZI7hodmEOqlH8Lddi4cVYm/7p/Hg9eeArxFl6NPVhHdoCGdNA57HLxjS2lLK9u4Ec5adw+qrfrAys1eCJC7XzzzGw+WjyPe87JJdqCbgdtSauA0Nbp4tbNpbxT3cjDuWl8IyPZ6pLUEBITHsI954zlo8Xz+ObcLMJ8OC+Iv488GQgN6SDR2uni5s0lvFvTyM/HpnNLuga0ssawqFAenD+eVYvncePM0YTYvTvcMy0+gmFRoV7dhpU0pINAS6eLr20q4cPaJh4bl8FNaYF1ppgKTimx4fzoskm8f99ZXDk9HW/N4RTMrWjQkA54hzo7uXFjMavqmnjilFFcNzLR6pKUOkZGQiS/vHoqK+6dy/zJgz/KKJj7o0FDOqAdcnZy/YZiPqlv5snxo1g4IsHqkpQ6rpzhMfzm+lP5x11fYt64weuOm5SmLWnlh5qdnVy7sZg1jYf4zYTRLEjVgFaBYVJaHM/dPIPXb5vFjDED/9xqS1r5nUZnJws37GZt4yGemZDJZSmBMQGOUt3lZybwl0UzeeGWGUxJ71/QJkaFkhJr/ck03hSc51EGsYYOJws3FLOluZUlEzOZnxxvdUlK9ZuIMHdsMnNyk3hny0EeW7mDnQebPV5/Ylpc0E8Wpi3pAFLX4eSq9bvZ2tzK7ydpQKvgISJcMCmVf949lycW5jE6MdKj9YJ9ZAdoSAeMmvaugN7R0sYfJo/hvKTg7odTQ5PdJlw2LY13//tMHr58Mqmx4SdcPhgvPNuThnQAqG53smB9EUUtbfxx0hjOSQz+1oMa2kLsNq47fRQf3n8W379oPAnHOVlFW9LKclXtHVy5vojS1sO8MDmLeRrQaggJD7Hz9TlZrFo8j/vOHUtM+OeH0WLCHIxK8KxbJJBpSPuxg4c7uGJdEWWt7Q5Hm4UAAAyrSURBVLw4JYu5CTFWl6SUJaLDHNx1di4fLZ7HHWdlExFiZ/zIWGzeOo3Rj3g8ukNE7EABsM8Yc7GITAWeAaKBUuB6Y0xjL+uVAk1AJ+A0xuQPQt1Bb//hdhas283+9g5enprFrPjgu1S9Un0VHxnK4gtO4WuzM9m2v8nqcnyiLy3pu4Ft3R4/CzxgjJkMLAPuP8G684wxeRrQntnX1s7l64o42N7BK1M0oJXqaXhMOGeOHRqTiHkU0iKSDlxEVzAfMQ5Y5b6/ErhycEsbmva6A7qm3clfpmYzQwNaqSHN05b0E8BiwNXtuc3AJe77VwEZx1nXACtEpFBEFh1vAyKySEQKRKSgqqrKw7KCy57Ww1y+bhcNzk5ezcvh1Lgoq0tSSlnspCEtIhcDlcaYwh4v3QLcKSKFQAzQfpy3mG2MmQ5c6F5+bm8LGWOWGGPyjTH5yclD42tMdyUth7liXRHNThev5WUzLTb4j1orpU7OkwOHs4FLRGQ+EA7EisifjDE3AOcBiMhYurpDvsAYU+G+rRSRZcAMPu8mUcDuljYWrN/NYZeL1/OymRSjAa2U6nLSlrQx5kFjTLoxJhO4BnjfGHODiAwHEBEb8H26RnocQ0SiRCTmyH26Qn3zINYf8HYdauOKdUW0uwxv5OVoQCuljjGQcdLXishOYDtQATwHICIjRWS5e5kU4N8isgH4DHjLGPP2QAoOJtsPtXLF+iJcwNJpOYyPjrC6JKWUnxFjjNU1fEF+fr4pKCiwugyv2tbcyoL1u3EIvJ6XQ27UiecoUEoFLxEpPN4QZT3j0AJbmlu5cn0RoTZh6TQNaKXU8WlI+9jGphYWrCsiwmZj2bQcsiM1oJVSx6ch7UPrGlu4av1uohw2lk7LITMiuK8ooZQaOA1pHylsOMTV64uIc9hZNi2X0RrQSikPaEj7wGf1zSzcsJvEUAfLpuWQEd773LhKKdWThrSXfVLfzDUbixkeGsKyaTmkaUArpfpAQ9qLPq5r4roNxaSFdQX0iDANaKVU32hIe8mq2iZu2FhMRngoS6flkBIWYnVJSqkApCHtBR/UNHLTpmIyI8J4Y1o2yaEa0Eqp/tGQHmTv1jTytc0l5ESG83pejga0UmpANKQH0YrqBm7ZVMK4yHBey8smMdTjq5MppVSvNKQHyfKqem7dXMqE6AhezctmWIgGtFJq4DSkB8GblfUs2lLKlJiugI7XgFZKDRIN6QH668E6bttayvTYKF6Zmk2sw251SUqpIKIhPQBvHKjljq17OC02ij9PySJGA1opNcg0pPvpL/tr+da2MmbFR/PS1CyiNKCVUl6gId0PL++v4Z7tZcwZFs2LU7KIsmtAK6W8Q0O6j16sqOa/t+/lrIQYnp+cRaRdd6FSyns0YfrguX3V3L+jnHMSY3lu0hgiNKCVUl6mKeOhZ8ureHBnOecnxfL7SZmEa0ArpXxAk8YDz5RV8v1d+5ifFMfvJmYSZtPdppTyDT3r4iSe2nOQHxfv5yvJ8fxmwmhCbGJ1SUqpIURD+gSeKD3AIyUHuGx4PE+NH41DA1op5WMa0sfxaMkBHi09wIKUYTxxyigNaKWUJTSkezDG8POSAzy+5yALUxN47JQM7KIBrZSyhoZ0N8YYHi7ez5NllVw/IoFfjMvApgGtlLKQhrSbMYaHdlfw9N4qbhqZyCNj0zWglVKW05CmK6B/ULSP35VXc0taEj/JTUM0oJVSfsDjAb8iYheRdSLyD/fjqSLyiYhsEpE3RST2OOtdICI7RKRIRB4YrMIHizGG7+7qCuhvpGtAK6X8S1/Oyrgb2Nbt8bPAA8aYycAy4P6eK4iIHfg1cCEwAbhWRCb0v9zB5TKG7+ws57l91dyekcxDORrQSin/4lFIi0g6cBFdwXzEOGCV+/5K4MpeVp0BFBljio0x7cArwKX9L3fwuIzh/h17eaGihrtGDecH2SM1oJVSfsfTlvQTwGLA1e25zcAl7vtXARm9rJcG7O32uNz93BeIyCIRKRCRgqqqKg/L6p9OY7h3+15e2l/LvaNT+G7WCA1opZRfOmlIi8jFQKUxprDHS7cAd4pIIRADtPe2ei/Pmd62Y4xZYozJN8bkJycnn6ysfus0hru3lfGXA7Xcn5nKdzSglVJ+zJPRHbOBS0RkPhAOxIrIn4wxNwDnAYjIWLq6Q3oq59gWdjpQMbCS+8/pMnxr2x7+WlnPA2NSuScz1apSlFLKIydtSRtjHjTGpBtjMoFrgPeNMTeIyHAAEbEB3wee6WX1NUCuiIwRkVD3+n8ftOr7oMNluH1rV0B/L2uEBrRSKiAMZM7Na0VkJ7CdrtbxcwAiMlJElgMYY5zAt4B36BoZ8qoxZsvASu67dpeLb24p5c2qev43eyR3jU7xdQlKKdUvYkyvXcSWys/PNwUFBYPyXoddLhZtKeWd6kZ+nJvG19O919+tlFL9ISKFxpj83l4LqjMOjTG0FhbSvGoVtthYwuZfxG1VrbxX28jDuWncogGtlAowQRPSxuVi373/TfOqVZjWVtqjovif9lA+Gz+FX4xL58aRSVaXqJRSfRY014FqWvnu0YBuCwnlu7fezZpxk1j8yh+4PiHa6vKUUqpfgiakG958E9PaCsDfzjyXteMmsvjF33JR4Se0rFljcXVKKdU/QdPdIXb70fsL3lvO+NIiphTtgKioY15TSqlAEjQt6fgrLkciIgCwG9MV0AA2G5H5vR40VUopvxc0IR01dy5xl12KhIcjoaFIZCQSEUH6k08ioaFWl6eUUv0SPN0dIoz44Q9JuP56Dn38MbboGGLOOxd7TIzVpSmlVL8FTUgfEZaTQ1hOjtVlKKXUoAia7g6llApGGtJKKeXHNKSVUsqPaUgrpZQf05BWSik/piGtlFJ+TENaKaX8mIa0Ukr5Mb+8MouIVAF7fLzZJKDax9v0hD/WpTV5zh/r8seawD/r8lVNo40xvV6VxC9D2goiUnC8y9dYyR/r0po85491+WNN4J91+UNN2t2hlFJ+TENaKaX8mIb055ZYXcBx+GNdWpPn/LEuf6wJ/LMuy2vSPmmllPJj2pJWSik/piGtlFJ+bEiFtIhkiMgHIrJNRLaIyN29LHOWiDSIyHr3zw98UFe4iHwmIhvcdf1fL8uIiPw/ESkSkY0iMt0PavL5vnJv1y4i60TkH7285tP95GFNVu2nUhHZ5N5mQS+v+3xfeVCTVfsqXkReF5Ht7nyY1eN1Sz5XEIRXZjkJJ3CfMWatiMQAhSKy0hiztcdyHxljLvZhXYeBLxtjmkUkBPi3iPzTGPNpt2UuBHLdP6cDT7tvrawJfL+vAO4GtgGxvbzm6/3kSU1gzX4CmGeMOd7JGFbtqxPVBNbsq18BbxtjFohIKBDZ43Wr9tXQakkbY/YbY9a67zfR9UuVZm1VYLo0ux+GuH96HtG9FHjBveynQLyIjLC4Jp8TkXTgIuDZ4yzi0/3kYU3+yuf7yh+JSCwwF/g9gDGm3RhT32Mxy/bVkArp7kQkE5gGrO7l5Vnur/n/FJGJPqrHLiLrgUpgpTGmZ11pwN5uj8vx8h8YD2oC3++rJ4DFgOs4r/t8P3lQE1jwmaLrj+oKESkUkUW9vG7FvjpZTeD7fZUFVAHPubusnhWRqB7LWLGvgCEa0iISDbwB3GOMaezx8lq6zqOfCjwJ/NUXNRljOo0xeUA6MENEJvVYRHpbzeKafLqvRORioNIYU3iixXp5zmv7ycOaLPlMAbONMdPp+qp+p4jM7fG6zz9THtRkxb5yANOBp40x04BDwAM9lrFiXwFDMKTd/atvAC8ZY5b2fN0Y03jka74xZjkQIiJJvqrP/TXrQ+CCHi+VAxndHqcDFVbWZMG+mg1cIiKlwCvAl0XkTz2W8fV+OmlNVn2mjDEV7ttKYBkwo8ciPv9Mnawmi/ZVOVDe7Zvi63SFds9lLPn9G1IhLSJCV7/TNmPMY8dZJtW9HCIyg659VOPlupJFJN59PwI4B9jeY7G/Aze5jzLPBBqMMfutrMnX+8oY86AxJt0YkwlcA7xvjLmhx2I+3U+e1GTRZyrKfXAc91f384DNPRbz9WfqpDVZsa+MMQeAvSIyzv3U2UDPwQQ+3VfdDbXRHbOBG4FN7r5WgO8CowCMMc8AC4DbRcQJtALXGO+fljkCeF5E7HR9KF81xvxDRG7rVtdyYD5QBLQAN/tBTVbsqy+weD95UpMV+ykFWObOOwfwsjHmbYv3lSc1WfWZugt4yT2yoxi42V8+V3pauFJK+bEh1d2hlFKBRkNaKaX8mIa0Ukr5MQ1ppZTyYxrSSinlxzSklVLKj2lIK6WUH/v/ImzOI+HJ5NkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "geopandas.GeoSeries([belgium, paris, brussels, line]).plot(cmap='tab10')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can recognize the abstract shape of Belgium.\n",
    "\n",
    "Brussels, the capital of Belgium, is thus located within Belgium. This is a spatial relationship, and we can test this using the individual shapely geometry objects as follow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "brussels.within(belgium)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And using the reverse, Belgium contains Brussels:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "belgium.contains(brussels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "On the other hand, Paris is not located in Belgium:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "belgium.contains(paris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paris.within(belgium)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The straight line we draw from Paris to Brussels is not fully located within Belgium, but it does intersect with it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "belgium.contains(line)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "line.intersects(belgium)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spatial relationships with GeoDataFrames\n",
    "\n",
    "The same methods that are available on individual `shapely` geometries as we have seen above, are also available as methods on `GeoSeries` / `GeoDataFrame` objects.\n",
    "\n",
    "For example, if we call the `contains` method on the world dataset with the `paris` point, it will do this spatial check for each country in the `world` dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "       ...  \n",
       "172    False\n",
       "173    False\n",
       "174    False\n",
       "175    False\n",
       "176    False\n",
       "Length: 177, dtype: bool"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries.contains(paris)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because the above gives us a boolean result, we can use that to filter the dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name</th>\n",
       "      <th>continent</th>\n",
       "      <th>pop_est</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>FRA</td>\n",
       "      <td>France</td>\n",
       "      <td>Europe</td>\n",
       "      <td>67106161.0</td>\n",
       "      <td>2699000.0</td>\n",
       "      <td>MULTIPOLYGON (((2.51357 51.14851, 2.65842 50.7...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   iso_a3    name continent     pop_est  gdp_md_est  \\\n",
       "55    FRA  France    Europe  67106161.0   2699000.0   \n",
       "\n",
       "                                             geometry  \n",
       "55  MULTIPOLYGON (((2.51357 51.14851, 2.65842 50.7...  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries[countries.contains(paris)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And indeed, France is the only country in the world in which Paris is located."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another example, extracting the linestring of the Amazon river in South America, we can query through which countries the river flows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "amazon = rivers[rivers['name'] == 'Amazonas'].geometry.squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>name</th>\n",
       "      <th>continent</th>\n",
       "      <th>pop_est</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>BRA</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>South America</td>\n",
       "      <td>207353391.0</td>\n",
       "      <td>3081000.0</td>\n",
       "      <td>POLYGON ((-57.62513 -30.21629, -56.29090 -28.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>COL</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>South America</td>\n",
       "      <td>47698524.0</td>\n",
       "      <td>688000.0</td>\n",
       "      <td>POLYGON ((-66.87633 1.25336, -67.06505 1.13011...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>PER</td>\n",
       "      <td>Peru</td>\n",
       "      <td>South America</td>\n",
       "      <td>31036656.0</td>\n",
       "      <td>410400.0</td>\n",
       "      <td>POLYGON ((-69.52968 -10.95173, -68.66508 -12.5...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    iso_a3      name      continent      pop_est  gdp_md_est  \\\n",
       "22     BRA    Brazil  South America  207353391.0   3081000.0   \n",
       "35     COL  Colombia  South America   47698524.0    688000.0   \n",
       "124    PER      Peru  South America   31036656.0    410400.0   \n",
       "\n",
       "                                              geometry  \n",
       "22   POLYGON ((-57.62513 -30.21629, -56.29090 -28.8...  \n",
       "35   POLYGON ((-66.87633 1.25336, -67.06505 1.13011...  \n",
       "124  POLYGON ((-69.52968 -10.95173, -68.66508 -12.5...  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries[countries.crosses(amazon)]  # or .intersects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
    "\n",
    "**REFERENCE**:\n",
    "\n",
    "Overview of the different functions to check spatial relationships (*spatial predicate functions*):\n",
    "\n",
    "* `equals`\n",
    "* `contains`\n",
    "* `crosses`\n",
    "* `disjoint`\n",
    "* `intersects`\n",
    "* `overlaps`\n",
    "* `touches`\n",
    "* `within`\n",
    "* `covers`\n",
    "\n",
    "\n",
    "See https://shapely.readthedocs.io/en/stable/manual.html#predicates-and-relationships for an overview of those methods.\n",
    "\n",
    "See https://en.wikipedia.org/wiki/DE-9IM for all details on the semantics of those operations.\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's practice!\n",
    "\n",
    "We will again use the Paris datasets to do some exercises. Let's start importing them again:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)\n",
    "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\").to_crs(epsg=2154)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: The Eiffel Tower**\n",
    "\n",
    "The Eiffel Tower is an iron lattice tower built in the 19th century, and is probably the most iconic view of Paris.\n",
    "\n",
    "The location of the Eiffel Tower is: x of 648237.3 and y of 6862271.9.\n",
    "\n",
    "* Create a Shapely point object with the coordinates of the Eiffel Tower and assign it to a variable called `eiffel_tower`. Print the result.\n",
    "* Check if the Eiffel Tower is located within the Montparnasse district (provided).\n",
    "* Check if the Montparnasse district contains the bike station location.\n",
    "* Calculate the distance between the Eiffel Tower and the bike station (note: in this case, the distance is returned in meters).\n",
    "\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The `Point` class is available in the `shapely.geometry` submodule\n",
    "* Creating a point can be done by passing the x and y coordinates to the `Point()` constructor.\n",
    "* The `within()` method checks if the object is located within the passed geometry (used as `geometry1.within(geometry2)`).\n",
    "* The `contains()` method checks if the object contains the passed geometry (used as `geometry1.contains(geometry2)`).\n",
    "* To calculate the distance between two geometries, the `distance()` method of one of the geometries can be used.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import the Point geometry\n",
    "from shapely.geometry import Point"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Construct a point object for the Eiffel Tower\n",
    "eiffel_tower = Point(648237.3, 6862271.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "POINT (648237.3 6862271.9)\n"
     ]
    }
   ],
   "source": [
    "# Print the result\n",
    "print(eiffel_tower)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Accessing the Montparnasse geometry (Polygon)\n",
    "district_montparnasse = districts.loc[52, 'geometry']\n",
    "bike_station = stations.loc[293, 'geometry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n"
     ]
    }
   ],
   "source": [
    "# Is the Eiffel Tower located within the Montparnasse district?\n",
    "print(eiffel_tower.within(district_montparnasse))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "# Does the Montparnasse district contains the bike station?\n",
    "print(district_montparnasse.contains(bike_station))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3540.1534488921966\n"
     ]
    }
   ],
   "source": [
    "# The distance between the Eiffel Tower and the bike station?\n",
    "print(eiffel_tower.distance(bike_station))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: In which district in the Eiffel Tower located?**\n",
    "\n",
    "In previous exercise, we constructed a `Point` geometry for its location, and we checked that it was not located in the Montparnasse district. Let's now determine in which of the districts of Paris it *is* located.\n",
    "\n",
    "* Create a boolean mask (or filter) indicating whether each district contains the Eiffel Tower or not. Call the result `mask`.\n",
    "* Filter the `districts` dataframe with the boolean mask and print the result.\n",
    "\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* To check for each polygon in the districts dataset if it contains a single point, we can use the `contains()` method of the `districts` GeoDataFrame.\n",
    "* Filtering the rows of a DataFrame based on a condition can be done by passing the boolean mask into `df[..]`.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Construct a point object for the Eiffel Tower\n",
    "eiffel_tower = Point(648237.3, 6862271.9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     False\n",
       "1     False\n",
       "2     False\n",
       "3     False\n",
       "4     False\n",
       "      ...  \n",
       "75    False\n",
       "76    False\n",
       "77    False\n",
       "78    False\n",
       "79    False\n",
       "Length: 80, dtype: bool"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a boolean Series\n",
    "mask = districts.contains(eiffel_tower)\n",
    "mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>district_name</th>\n",
       "      <th>population</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>Gros-Caillou</td>\n",
       "      <td>25156</td>\n",
       "      <td>POLYGON ((649336.752 6861767.761, 649110.815 6...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id district_name  population  \\\n",
       "27  28  Gros-Caillou       25156   \n",
       "\n",
       "                                             geometry  \n",
       "27  POLYGON ((649336.752 6861767.761, 649110.815 6...  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Filter the districts with the boolean mask\n",
    "districts[mask]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "\n",
    "**EXERCISE: How far is the closest bike station?**\n",
    "\n",
    "Now, we might be interested in the bike stations nearby the Eiffel Tower. To explore them, let's visualize the Eiffel Tower itself as well as the bikes stations within 1km.\n",
    "\n",
    "To do this, we can calculate the distance to the Eiffel Tower for each of the stations. Based on this result, we can then create a mask that takes `True` if the station is within 1km, and `False` otherwise, and use it to filter the stations GeoDataFrame. Finally, we make a visualization of this subset.\n",
    "\n",
    "* Calculate the distance to the Eiffel Tower for each station, and call the result `dist_eiffel`.\n",
    "* Print the distance to the closest station (which is the minimum of `dist_eiffel`).\n",
    "* Select the rows the `stations` GeoDataFrame where the distance to the Eiffel Tower is less than 1 km (note that the distance is in meters). Call the result `stations_eiffel`.\n",
    "\n",
    "<details><summary>Hints</summary>\n",
    "\n",
    "* The `distance()` method of a GeoDataFrame works element-wise: it calculates the distance between each geometry in the GeoDataFrame and the geometry passed to the method.\n",
    "* A Series has a `min()` method to calculate the minimum value.\n",
    "* To create a boolean mask based on a condition, we can do e.g. `s < 100`.\n",
    "\n",
    "</details>\n",
    "\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# The distance from each stations to the Eiffel Tower\n",
    "dist_eiffel = stations.distance(eiffel_tower)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "232.34672323449053"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The distance to the closest station\n",
    "dist_eiffel.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "# Filter the restaurants for closer than 1 km\n",
    "stations_eiffel = stations[dist_eiffel < 1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make a plot of the close-by restaurants\n",
    "ax = stations_eiffel.to_crs(epsg=3857).plot()\n",
    "geopandas.GeoSeries([eiffel_tower], crs='EPSG:2154').to_crs(epsg=3857).plot(ax=ax, color='red')\n",
    "import contextily\n",
    "contextily.add_basemap(ax)\n",
    "ax.set_axis_off()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Spatial operations\n",
    "\n",
    "Next to the spatial predicates that return boolean values, Shapely and GeoPandas also provide operations that return new geometric objects.\n",
    "\n",
    "**Binary operations:**\n",
    "\n",
    "<table><tr>\n",
    "<td> <img src=\"img/spatial-operations-base.png\"/> </td>\n",
    "<td> <img src=\"img/spatial-operations-intersection.png\"/> </td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td> <img src=\"img/spatial-operations-union.png\"/> </td>\n",
    "<td> <img src=\"img/spatial-operations-difference.png\"/> </td>\n",
    "</tr></table>\n",
    "\n",
    "**Buffer:**\n",
    "\n",
    "<table><tr>\n",
    "<td> <img src=\"img/spatial-operations-buffer-point1.png\"/> </td>\n",
    "<td> <img src=\"img/spatial-operations-buffer-point2.png\"/> </td>\n",
    "</tr>\n",
    "<tr>\n",
    "<td> <img src=\"img/spatial-operations-buffer-line.png\"/> </td>\n",
    "<td> <img src=\"img/spatial-operations-buffer-polygon.png\"/> </td>\n",
    "</tr></table>\n",
    "\n",
    "\n",
    "See https://shapely.readthedocs.io/en/stable/manual.html#spatial-analysis-methods for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, using the toy data from above, let's construct a buffer around Brussels (which returns a Polygon):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f97701b6cc0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yvsO2nxCR10XkLRH5UqMKXo9zo+lWPp1nWfu88ZJmfrvMFcp8+4Xr/Nnz17gym7XmnJrdnLF8SFVn1v3+EvA54P/bbgMR8QH/Bvh1YAJ4TkS+paqv7KWwuzXaE6E3FmQuW2jF03lW1u0CGLNOtgXfLi9NZ7k0naU3FuTcWJqTBxNdPbJ2z003qvqqqr5+m7s9ALylqpdUtQD8CfCZvT7nbokIZ0ftpGzOavPGQ3ItbEacyxb48WtTPP6Tt/nx61PMd2mlr96gV+CHInJBRB7bxeOPAFfX/T5R+9smIvKYiJwXkfPT09O7eIqdnTqYJODr7pOyrXxjGXM7q0ClxcdkoVTh+XcW+I8/vcwTfzPBpelMVzXr1Nt086CqTorIIPCkiLymqk/Vsd1WCbvl3lXVLwNfBhgfH2/YfyAc8HHiQJKXri026iHbTt6C3niIipJXcGv8+uWZFS7PrJCKBDg3lub0cJJwoLObdeqq0avqZO1yCniCapNMPSaAsXW/jwKTuylgI9zTxc03ipJzuxDGbOCFb5mLuSJPvTHN4z+5xI9evclMpnOnVbht0ItITEQSa9eBh6meiK3Hc8CdInJURILAF4Bv7bWwezWUDHMgFW7103rCKtUalDFe4oWgX1MsK7+YWOQPn77Cn56/yltTyx03tUI9TTdDwBO1Zb38wNdU9fsi8lng94EB4Lsi8ryqflxEhoHHVfURVS2JyD8BfgD4gD9Q1Zeb81J2ds9oihuLeTee2lVeekMZsyYvuk0jrrsm5nNMzOdIhP2cG0tzZjhFJNj+zTrixRMS4+Pjev78+YY+ZrFc4fGfvN11i5JMUuaS012v2XhfSh3Oqvfno/I7wl0HEtw3lmYw6e1WARG5oKpbjmny/p5ukLVFSX5+Zd7torRUsbs7HBmPKnqxOr+FUkV5ZXKJVyaXGE6HuXeshzsG4/ic9npjdU3QQ3VRkm4LeqvLGy9qx+NyciHP5MJ14iE/Z0ZS3DOaIhZqjwhtj1I2SE8syOG+KFdmu2dJsv0s9GBMs7Rj0K/JrJZ45tIsz12e487BOPceSnMgGUY8PIliVwU9VE/KdlfQG+M9Zapdf2UXi4V7TbmivHZjmdduLDOUDHNuLMWJoQR+n/fmiuy6oF9blGQ53x3TmVrQGy9SUVS3HlHZjm4u5fnhy3l+8uYMZ2vNOolwwO1ivct7Hz1N1m2LkljQG6/qxGMzVyjz7Ntz/MFfXeY7v5jk6tyKJ6Za6LoaPVQXJfnZpTkqHvgHNJu10RuvKgPeqfM2VkWVN29mePNmhv5EiHtH09x9MEHApWadrqvRQ3ctStKJtSbTGbrl2JxZXuXPX73J//+TSzz1xrQra9x2ZY0eqouSvHkz43YxjOla3fZdc7VY4cKVeX7+zjxH+2PcO5bmUG+0Jb11ujbou2VRkvYfvG06Vbcem6qtXxilK5tuoHsWJfF1TL8G02m6NejX27gwSqFUacrzdG2NHuD0cJJUJECprBTLFcoVpVSpUCorpUrtp1ypXa6/bf3fbr2P107w2pvJeJUdm+8plCq8cHWBD9/R35TH7+qgD/l9HB+IN/QxKxWlWKl+aBTL1Q+BckUpVpRyef1t792nXPuwKFaUcqVCsayslipcnNr/OYSu/cpmvE3Fjs0NUpFA03rldHXQN4PjCCGnMXWVN24u84OXblDax9zYVmsyXuSDth4V2wx98VDTHts+VD3srqEEv/m+0X3Nh21t9MaLrAKyWV8s2LTHtqD3uOF0hC+8f4ye6N6GltgbyniRHZeb9cUt6LtaOhrk8+8/xEhPZNfbBrx1btgYAPz2TXOTXqvRm0jQx+fuG+HuA4ldbRe2N5TxoN1XWTqbCPRGLegN4Pc5fOLMAT5wrLfubSIW9MaDImrH5XrpSKCp0xtb0LcZEeFDx/v59VNDOHUMnQ4DYm8q4zFWAblVM3vcgAV92zozkuKz940QCuz8L3QQmnsIGbN7FvS3amaPG7Cgb2uH+qJ8fnyMZGTnHjn2pjJeE3a7AB5jNXqzo754iC+8f4wDqe3fOhb0xktCKja+Y4Nm9rgBC/qOEAv5+a33jXJ8cOvpHCLWxdJ4iFU8buWI7HmcTN3P0dRHNy0T8Dl86uxB7j/cs+m2qL2xjIfY8XirdLS5PW7Agr6jOI7wK3cN8NDdg6zvkJNAcKznjfGIpB2Lt2jmiNg1FvQd6N6xNJ8+N0zQX/33OggJq0UZj0jZsXiLZrfPgwV9xzo2EOfR940SD1UnKLU3l/GCmAoBOxZv0d/kHjdgQd/RBpNhPv/AGP2JECn7umw8IGmRs4nV6M2+JcMBfnt8lDN9MWunN66zCsetfI7Q08Q5btZY0HeBkN/HZ+8d5WRP1O2imC5nTYi36okG8DnN3ycW9F3C5wgfP9rPoV4Le+MOa5/frDfWmglK6lpKUEQuA8tAGSip6riI9AL/GTgCXAZ+W1Xn69m2EQU3u3ckGmI4HSHk93FxOuO5hcxNZ0tbvXKTVnSthN3V6B9S1XvXBfWXgB+p6p3Aj2q/17utccFwKEDa76cvHuTkwSR+x954pnUG1I63jZo9mdma/ez5zwBfqV3/CvAb+y+OaSYR4WS8OidOIuznzEiSSMAWdTPNF1Uh5nYhPKjZk5mtqTfoFfihiFwQkcdqfxtS1esAtcvBXWxrXHIy9t7aPuGAj9PDKRLh5s6zYcyAOoi1z9/C5wjp28w82yh1tdEDD6rqpIgMAk+KyGu7eI5N26rqUxvvVPsQeAzg0KFDu3h4sxt9QT8HQgFurBYB8PuEkwcSXJrJMpNZdbl0plMNWPv8Jj2xIE4LetxAnTV6VZ2sXU4BTwAPADdF5CBA7XJqF9tudb8vq+q4qo4PDAzs9nWYXTgVu3XFTscR7hiIM5K2lTxN4yXVsbWLt9Cq9nmoI+hFJCYiibXrwMPAS8C3gC/W7vZF4M92sa1x0d2x8Oav0QJjvVGOD8SROpYoNKZeg3YSdkutDPp6mm6GgCdqb34/8DVV/b6IPAd8XUT+EfAO8CiAiAwDj6vqI9tt2/iXYXYj5vdxOBLkcm5zU81AIkTI7/D6zWXKFet+afZHVOiz2vyWWtW1EuoIelW9BJzb4u+zwK9t8fdJ4JGdtjXuuzcR3TLoAZKRAGeGU7x2Y5nVUrnFJTOdZAAbJLWdvhYNlgIbGdu17oiG6Ats/zkfCfo4M5x8d/ZLY/ZiRK377lb8jpBqUY8bsKDvWiLCB9JbLz24JuB3OHUwSW8LJl0ynadXHWJWm99SK3vcgAV9V7s7Fibl37nG5TjCXUMJDqasR47ZnVE7CbutVp6IBQv6ruYTYTxVx3hFgcN9UY722dhGU5+UOjb3/A5aNSJ2jf0nutzZeJSor7521KFUmLsPJFsyrappb1ab31krFhtZz/4bXS7gCO9L1j91cToa4PRwiljQTtKarcXVIW1t8zvqb2HXSrCgN1S7WoZ3MZNlNOjjzEiK0XTU5i8xm4zZvDY78jtCssXzS1nQG8I+h4/0Jna1jQiM9kY4M5IkajNgmpoedei1kN9Rb7y1PW7Agt7UnI1HOBDafS0jFvJzZiTFsPXK6XqiwjH1WW3+Nlrd4wYs6E2NI8LH+pJ7epM6jnCoL8qZ4ZTNb9/FRnCIWMjfVqt73IAFvVnnYCjIPYm918zjYT9nR1LW574LhVQYs542dWl1jxuwoDcbfLgnsasTsxs5jnC4L8qpg0lCtxmMZTrHUfXhs9p8XfpbOMfNGgt6c4uoz+GXe3Z3YnYryUiAe0ZTDCXDDSiV8bK0OjZDZZ0CPiEZaX3XZAt6s8k9iQjDof1/vfQ5wtH+GCcPJAn67FDrRI4Kx+0EbN16YyFX1nuwd5/ZxBHhUwOpfTXhrJeKBjg3lmYwYbX7TnNcfXYCdhfcaJ8HC3qzjVTAz8f7Uw17PJ8jHBuIcbfV7jvGgDoMWsjvSqtHxK6xd5zZ1l2xMPclGzuRWToa4J7RNP0udDEzjROxJps9sRq98aRf7UkwFGzscG2/T7hjMM5dQwkCDWoeMq3jqHBC/fgt5HfNjT70YEFvbsPvCJ8aTBOUxh8qvbEg58bSLV1SzezfUXWIW8jvWtDvkAy7MxmgBb25rd6An4f7k015bL9PuHMozp2DCfxWu/e8PnU4YLGxJ72xoCs9bsCC3tTpZDzCA6mdlx7cj754kHOjKXps2ULPiqlwp7XL75lb7fNgQW924SM9cU7Hmze9QcDvcGIowfGBuC1u4jFhFU5bu/y+uNXjBizozS6ICB/vT3Es0sQ2dYGBRIhzo2nSkdbO2W22FqiFfNBCfl/cPBdlQW92xSfC3x5MN2Tk7E6Cfoe7DyQ51m+1ezf5aiFvg6L2r9dq9KadBB2Hzw710Btocg8CgcFkiHtG0i1fkcdU55c/qT7rYdMAQb9DIuTe8psW9GZPoj6HRw/0kqhzYfH9CAUcTh1McqQvhuNSr4Wuo8Jd6iNtEdEQfS72uAGwFZ7NniX9Ph490Ms3bs6xVCo398kEDqTCpKMBLk5lWV4tNvf5upiocIf6GLCQ35NYyEc6EiQdDZCOBumJBhhIuDtWxILe7Etf0M/fPdjHN27OM1NofviGAz5ODSe5sZjn6vwKFdWmP2c3cVS4W330WsjvKBL0kY5UgzwdDdATXQv2gCfXYbCgN/uW8Pv4woFenpia51q+0PTnE4GD6VrtfjpDZrXU9OfsBn4VTqmPpIU8UG0y7IkGtwz0cJstmWlBbxoi4nN4dKiX704v8OZKvjXPGfRxejjF9cUcV+dzqNXu9yxU610T7fITr4mwn0fOHqQnGiQccFxtV28k++g2DRNwhE8PprknEW3Zc4rAcDrC2ZEUsaDVW/YiqsI9FvIAHExFGE5HiAR9HRPyYEFvGswR4eG+JB9MN2+6hK1Egz7OjKQYTUdtiP4uJNXhrPoJ2T4Dqt15O5EFvWk4EeHDPQl+c6iXSAsnKhOB0d4IZ0aSRNusDbXlVBhTH2fVR8BC/l2DLveOaZa63oUicllEXhSR50XkfO1vvSLypIi8Wbvs2WbbT4jI6yLyloh8qZGFN952LBriiyP9jIZbOyIwFvJzZiTFSLp58/K0s+qUBj4O2wRlm7jdDbJZdlPdekhV71XV8drvXwJ+pKp3Aj+q/X4LEfEB/wb4JHAK+DsicmqfZTZtJOH38fkDvXwwHW9pqDiOMNYb5cxwiojV7t+VUof71E+PfZnfJBH2E+3Q8zz7+W9/BvhK7fpXgN/Y4j4PAG+p6iVVLQB/UtvOdBGn1pTz6IEeYi0YSbtePOzn7EiKg6kur92rcLji44z6bHKybXRqbR7qD3oFfigiF0TksdrfhlT1OkDtcnCL7UaAq+t+n6j9zXShw5EQXxzu445ouKXP6zjC4b4opw4mCXtwMEuzhVU4qz7GsKaanQwmWntctlK931MeVNVJERkEnhSR1+rcbqujasvOzrUPkMcADh06VOfDm3YT8/v47FAPF1fy/MXsMgul1g12SkYCnB1NcXVuhRtLrenr7yZHhTF1GMHBsYC/rU6u0dcV9Ko6WbucEpEnqDbJ3BSRg6p6XUQOAlNbbDoBjK37fRSY3OY5vgx8GWB8fNxGvnS449Ewh8Mhnl3M8rPFDKUWDXbyOcKR/hg90SAXpzMUypWWPG8jBX0OkaCPSMBHOFC9DAUcZjMFJhdzlCtKrzocUx9hC/i6dWrXSqgj6EUkBjiquly7/jDwr4BvAV8E/nXt8s+22Pw54E4ROQpcA74A/N0Gld20Ob8jfKgnzql4mB/PLfNWi0bUAqSiAc6Npbkyu8LUsvdq9z5Hbgny9y4dnG3m5x/piXCiL8bASoWbN7IUSu33IeaWSNDn6jTCzVbPKxsCnqiNEvMDX1PV74vIc8DXReQfAe8AjwKIyDDwuKo+oqolEfknwA8AH/AHqvpyM16IaV/pgP/d5pwfzy0zX2xNc47PEY4NxOiNBbnkQu1eEEL+au18fZBHAj4CPmfrhs9tBMXh/akYD6Ri+B1h5XiJZ9+e48WJRUoV+4J8O4OJUEeNhN1IvDg/yPj4uJ4/f97tYhgXVFR5YyXPzxayTLVgNsw1pbJyeTbLTGa14Y8dcJxqkAffC/Jw7We/2RJxHNcELVwAAAuSSURBVO5PxrgvGSXi29y3Yilf5NlLc7w8uWQzfe5g/EgPv3zngNvF2BcRubCu+/stOve7imlLjgh3xyKciIa5nCvwzGKGiRbMiOn3CXcMxumNBXl7Jktxl7V7R6QW3s6mJhe/r/E1xYTPx/tTMc4mIgR3GH2cDAf42Kkhxo/08PTFWV6/uYzl/Wad3OMGLOiNR4kIR6MhjkZDXMsX+NlilostaMPvjQVJhgO8PZNlNru5dh/01YJ848lQ/+6aWvZcvoCfB1IxTsUj+HbxdSAdDfLJswcZP9LL05dmuTiVaWIp20+nTn2wxoLeeN5IOMjnwkGmC0VeWs7xWjZPpty8Fa38PuHOoTh9mSArxfK7befhgM+Vhcr9IhyPhjkVD3MsEtrXcooDiRCfPjfMjcU8P704w5XZlQaWtD0F/Q7paGevSWxBb9rGQDDAQ30BfqU3wdV8gVcyOd7IrlLQ5pxE7Y0H6W3KI9+eIIyFg5yKh7kzGia8Rfv7fhxIhfnc/aNcnVvhpxdnmFzwXs+jVhmId/aJWLCgN23IEeFwJMThSIiP9SlvreR5NZvn7ZVVKluPx2sbg8EAp+IR7o6FSbRgFO9Yb5Tf7hnj8uwKf/3WDNPLjT8Z7XUDHdx/fo0FvWlrAUc4GY9wMh4hX65wbbXA1Xz15+ZqCfV48Cf9Pg6Fg4yFg4yGg6QDrX9LighH+2Mc6Yvy5lSGpy/OMpdt/glwr+j09nmwoDcdJOxzOB4Nc7w2l44Xgz/p9zFWC/ZD4SApF4J9OyLCXUMJ7hiI8+qNJZ65NMdSrnVdXN3SyVMfrPHOUWZMg20M/kKlwkKxzFypxHyxzHyxejlXLJGvNK6d3y9COuCnx++jN+CnJ+Cjp3YZdby/DqnjCKeHU5wYSvDS5BLPvj1LdrV5J7/d5HOEvpgFvTEdI+g4DIYcBkObe1islCsslkqsVpRCRSlq9bJQqbx7vaiKT4SgCAGnehl01q47BB0h4XNI+jtjvVG/z+HesTSnh5O8cHWB5y7Pky92VuD3x0Ou9KRqNQt6Y4CozyHqa+1KWO0i4HMYP9LLmZEUf/POAj9/Z75j5tHphvZ5sKA3xtQpHPDxweN93DuW5rnLc7xwdaHt59HphvZ5sMXBjTG7FAn6+MhdA/zeh49ybiy1rwFcbuvkqYnXs6A3xuxJPOTno3cP8bsfOsLJg8l9T9DWaiLVNvpuYEFvjNmXVDTAJ84c4B/80mHuHIq7XZy69cWC1emgu4C10RtjGqIvHuJT9wwztZTnpxdneXsm63aRdtQt7fNgQW+MabDBZJjfuG+Eaws5/vqtGa7N59wu0pYGOnxq4vW643uLMablRtIRHn3fKJ+9b4ShpPdCtVu6VoLV6I0xTSRSXYz9cF+Ui9MZfnpxltmMN+bRsaYbY4xpIBHhjsEEx/rjvH5zmacvzrLo4jw6qUiAcKD5s4N6hQW9MaZlHEc4eTDJXUMJXp5c5Nm351jOt2Yx+PW6pf/8Ggt6Y0zL+RzhntE0Jw8m+cXEIs9dniNXaN08Op2+RuxGFvTGGNcEfA7vO9zDmZEkz7+zwPkrrZlHp5tOxIIFvTHGA0J+Hx841se5sTTnL8/z/NV5iuXmzaPTTSdiwbpXGmM8JBzw8eE7+/m9B49y76F0U6YQjof8xELdVce1oDfGeE4s5OehE4N88UNHOD3c2Hl0uu1ELFjQG2M8LBUJ8PDpA/zOB49w4kCiIY850CUTma1nQW+M8bzeWJBHzh7k7/3SIY4NxPb1WN1Yo++uhipjTFsbTIT5zL0jTC7k+OnFWa7Orez6Mbppjps1VqM3xrSd4XSE33rfKL95/ygHU/UHdzjgIxnuvvpt971iY0zHONQXZax3jEszWX56cZaZ5dUd7z+QCHXEwu27ZUFvjGlrIsLxgTjH+mO8cTPD0xdnmF/Zeh6dbhsotcaC3hjTEUSEEwcS3DkY55XrSzxzaXbTPDrdeCIWLOiNMR3GcYQzIynuPpDgxWvVidNWavPodNscN2vqDnoR8QHngWuq+ikROQf8OyAOXAb+nqoubbHdZWAZKAMlVR1vQLmNMWZHfp/DfYd6OD2c4vmrC/xiYoF0JOB2sVyxm143/xR4dd3vjwNfUtWzwBPAP99h24dU9V4LeWNMqwX9Dg8c7eV3P3QEpwlTKrSDuoJeREaBv0U13NecAJ6qXX8S+M3GFs0YYxrH7+ve3uT1vvL/G/jfgPXzh74EfLp2/VFgbJttFfihiFwQkcf2VEpjjDF7dtugF5FPAVOqemHDTf8Q+McicgFIANstBPmgqt4PfLJ2/49s8zyPich5ETk/PT1d/yswxhizo3pq9A8Cn66dVP0T4KMi8lVVfU1VH1bV9wF/DFzcamNVnaxdTlFty39gm/t9WVXHVXV8YGBgDy/FGGPMVm4b9Kr6v6vqqKoeAb4A/IWq/n0RGQQQEQf4P6j2wLmFiMREJLF2HXiYapOPMcaYFtnP2Ym/IyJvAK8Bk8B/ABCRYRH5Xu0+Q8BficgLwLPAd1X1+/spsDHGmN0R1eYt17VX4+Pjev78ebeLYYwxbUNELmzXhb17+xsZY0yXsKA3xpgO58mmGxGZBq7sYdN+YKbBxWm0digjWDkbzcrZOO1QRmh9OQ+r6pZdFj0Z9HslIue9Ps1CO5QRrJyNZuVsnHYoI3irnNZ0Y4wxHc6C3hhjOlynBf2X3S5AHdqhjGDlbDQrZ+O0QxnBQ+XsqDZ6Y4wxm3Vajd4YY8wGbRX0IjImIj8WkVdF5GUR+adb3OdXRWRRRJ6v/fyfLpQzLCLPisgLtXL+yy3uIyLy/4rIWyLyCxG536PldH1/1srhE5G/EZHvbHGb6/tyXVl2KqdX9uVlEXmxVoZNQ9C9sj/rKKdX9mdaRL4hIq/VsumDG253fX+225qxJeCfqerPa5OlXRCRJ1X1lQ33+4mqfsqF8q1ZBT6qqhkRCVCd7+e/qeoz6+7zSeDO2s8HgH9bu/RaOcH9/QnvrXCW3OI2L+zLNTuVE7yxL6G66tt2fby9tD93Kid4Y3/+P8D3VfW3RCQIRDfc7vr+bKsavapeV9Wf164vU31Djbhbqs20KlP7NVD72Xgy5DPAf6rd9xkgLSIHPVhO122zwtl6ru9LqKuc7cIT+7MdiEgS+Ajw7wFUtaCqCxvu5vr+bKugX09EjgD3AT/b4uYP1poj/puInG5pwWpqX+GfB6aAJ1V1YzlHgKvrfp/AhQ+tOsoJ7u/PrVY4W88T+5LblxPc35dw+1XfvLI/61mdzu39eQyYBv5DrcnucalOyb6e6/uzLYNeROLAN4H/VVWXNtz8c6pDgc8Bvw/811aXD0BVy6p6LzAKPCAiZzbcZatViltem66jnK7uT9l+hbNb7rbF31q6L+sspyeOTW6/6pvr+7PmduX0wv70A/cD/1ZV7wOywJc23Mf1/dl2QV9rS/4m8Eeq+l823q6qS2vNEar6PSAgIv0tLub68iwA/x34xIabJrh1nd1RqvP6u2K7cnpgf265wtmG+3hhX962nB7Yl2vluN2qb17Yn7ctp0f25wQwse6b8DeoBv/G+7i6P9sq6EVEqLaFvaqq/9c29zlQux8i8gDV1zjbulKCiAyISLp2PQJ8jOoCLet9C/id2hn5XwIWVfW618rp9v7cboWzDXdzfV/WU06392XteetZ9c31/VlPOb2wP1X1BnBVRE7U/vRrwMbOIa7vz3brdfMg8A+AF2vtygD/AjgEoKr/Dvgt4H8WkRKQA76grR8VdhD4ioj4qB58X1fV74jI/7SunN8DHgHeAlaA32txGestpxf25yYe3Jdb8uC+HAKeqOWjH/iaqn7fg/uznnJ6YX8C/C/AH9V63FwCfs9r+9NGxhpjTIdrq6YbY4wxu2dBb4wxHc6C3hhjOpwFvTHGdDgLemOM6XAW9MYY0+Es6I0xpsNZ0BtjTIf7H4NrgceYw5RfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "geopandas.GeoSeries([belgium, brussels.buffer(1)]).plot(alpha=0.5, cmap='tab10')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "and now take the intersection, union or difference of those two polygons:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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    "brussels.buffer(1).intersection(belgium)"
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   "cell_type": "markdown",
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   "source": [
    "Another useful method is the `unary_union` attribute, which converts the set of geometry objects in a GeoDataFrame into a single geometry object by taking the union of all those geometries.\n",
    "\n",
    "For example, we can construct a single object for the Africa continent:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "africa_countries = countries[countries['continent'] == 'Africa']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "africa = africa_countries.unary_union"
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   "cell_type": "code",
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      ],
      "text/plain": [
       "<shapely.geometry.multipolygon.MultiPolygon at 0x7f9766c0f898>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "africa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MULTIPOLYGON (((49.54351891459575 -12.46983285894055, 49.80898074727909 -12.89528492599955, 50.05651085795716 -13.55576140712198, 50.21743126811407 -14.7587887508768, 50.47653689962553 -15.22651213955054, 50.37711144389596 -15.70606943121913, 50.20027469259318 -16.00026336025677, 49.86060550313868 -15.41425261806692, 49.67260664246086 -15.71020354580248, 49.86334435405016 -16.45103687913878, 49.77456424337271 -16.8750420060936, 49.49861209493412 -17.10603565843827, 49.43561852397031 -17.95306406013437, 49.04179243347394 -19.11878101977445, 48.54854088724801 -20.49688811613413, 47.93074913919867 -22.39150115325108, 47.54772342305131 -23.78195891692852, 47.0957613462266 -24.94162973399045, 46.28247765481709 -25.17846282318411, 45.40950768411045 -25.60143442149309, 44.83357384621755 -25.34610116953894, 44.03972049334976 -24.98834522878231, 43.76376834491117 -24.46067717864999, 43.69777754087445 -23.5741163062506, 43.34565433123763 -22.77690398528387, 43.254187046081 -22.05741301848412, 43\n"
     ]
    }
   ],
   "source": [
    "print(str(africa)[:1000])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
    "\n",
    "**REMEMBER**:\n",
    "\n",
    "GeoPandas (and Shapely for the individual objects) provides a whole lot of basic methods to analyse the geospatial data (distance, length, centroid, boundary, convex_hull, simplify, transform, ....), much more than the few that we can touch in this tutorial.\n",
    "\n",
    "\n",
    "* An overview of all methods provided by GeoPandas can be found here: http://geopandas.readthedocs.io/en/latest/reference.html\n",
    "\n",
    "\n",
    "</div>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's practice!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    " <b>EXERCISE: What are the districts close to the Seine?</b>\n",
    " \n",
    " <p>\n",
    " Below, the coordinates for the Seine river in the neighbourhood of Paris are provided as a GeoJSON-like feature dictionary (created at http://geojson.io). \n",
    " </p>\n",
    " \n",
    "  <p>\n",
    " Based on this `seine` object, we want to know which districts are located close (maximum 150 m) to the Seine. \n",
    " </p>\n",
    " \n",
    " \n",
    " <p>\n",
    " <ul>\n",
    "  <li>Create a buffer of 150 m around the Seine.</li>\n",
    "  <li>Check which districts intersect with this buffered object.</li>\n",
    "  <li>Make a visualization of the districts indicating which districts are located close to the Seine.</li>\n",
    " </ul> \n",
    " </p>\n",
    " \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# created a line with http://geojson.io\n",
    "s_seine = geopandas.GeoDataFrame.from_features({\"type\":\"FeatureCollection\",\"features\":[{\"type\":\"Feature\",\"properties\":{},\"geometry\":{\"type\":\"LineString\",\"coordinates\":[[2.408924102783203,48.805619828930226],[2.4092674255371094,48.81703747481909],[2.3927879333496094,48.82325391133874],[2.360687255859375,48.84912860497674],[2.338714599609375,48.85827758964043],[2.318115234375,48.8641501307046],[2.298717498779297,48.863246707697],[2.2913360595703125,48.859519915404825],[2.2594070434570312,48.8311646245967],[2.2436141967773438,48.82325391133874],[2.236919403076172,48.82347994904826],[2.227306365966797,48.828339513221444],[2.2224998474121094,48.83862215329593],[2.2254180908203125,48.84856379804802],[2.2240447998046875,48.85409863123821],[2.230224609375,48.867989496547864],[2.260265350341797,48.89192242750887],[2.300262451171875,48.910203080780285]]}}]},\n",
    "                                               crs={'init': 'epsg:4326'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert to local UTM zone\n",
    "s_seine_utm = s_seine.to_crs(epsg=2154)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9766bb3f28>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n",
    "s_seine_utm.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# access the single geometry object\n",
    "seine = s_seine_utm.geometry.squeeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "seine_buffer = seine.buffer(150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f9766b3d9b0>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seine_buffer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [],
   "source": [
    "districts_seine = districts[districts.intersects(seine_buffer)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "clear_cell": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f9766b857b8>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n",
    "districts_seine.plot(ax=ax, color='blue', alpha=0.4, edgecolor='k')\n",
    "s_seine_utm.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
